{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [],
   "source": [
    "import random\n",
    "import matplotlib.pyplot as plt  "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 直线图"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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ocLx/iCe2dJBMxWxv76YgL4c7l8+msSHBNfNmkJPjPL0k6eKxIJIkSZKyJIRA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\nAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x111c9be48>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(20, 8))\n",
    "plt.plot([1,2,3], [4,5,6])\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 折线图"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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6JLtt6E1VVS2vqmpp45Hk3ibNAwAAbWG7cb055fjHDAog5wkgAAAAI6wp8aOq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\nTrX9jx9c8WAeftH+BwCNY/joyTnoD3fmB/96KFN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      "text/plain": [
       "<matplotlib.figure.Figure at 0x111afddd8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 显示温度变化的图\n",
    "# 1、创建一个画板 figsize指定画板大小\n",
    "plt.figure(figsize=(20, 8), dpi = 100)\n",
    "\n",
    "# 默认只有一个Axes，画了折线图\n",
    "plt.plot([1,2,3,4,5,6,7], [17,17,18,15,11,11,13])\n",
    "\n",
    "# 保存分析结果的图片\n",
    "plt.savefig(\"./test.png\")\n",
    "\n",
    "# 显示整个figure\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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zSlBPo9ZbUmVOSf8wFSUAAAAAgICgpAAqQUloBdFRbr01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011yto7e8MUoRjd5yO0oqH59+LgDRZ5TI7XnvY7oAkExYkWwyaGb+Qom+zzh6i4iIiIiIiMLE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\n/92+PO5DIYrV6FROfehnD6pfP2poJyVRCFgo4Ue1Hw1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MmDMnFzBaJaVcPJk6Nd/v6Mgn\nEL7whb6fgJ4+vbugcMUV8KlPNaevA+2RR/LJzv33b+7rXnFFXs9j/PhciHnqqbz47gc/2NzfM9Ce\nfz5fCTx8eL6/dClsu23zp3i77z448MB8hfbtt+f1XdQ+LrwQZs7Mn1nNWFS6mR55JJ+YXb48n9yd\nPn390Qnz5+eFsqtTbZ14Ilx8cbEKPr2xeHH+XNxpp7wYdvU9X2bTpuVRGCnlwsEZZ8BrXrN5r5lS\nPsbfdlue+mnhwnxhwsSJzelzb8yYkY8tJ5+c/9YWLszFoDlzcmFiiy0Gri8bM3NmLoacdlr3MePU\nU3Nx4+1vh1/+su+vfdNNuXg5enQehTZjRi72jR6dC5vbb9+cf0OL9DVnslAiSZIklYSFEjWqFHnT\npZfm0QkjR+bRCUcdladyKoJ77oHTT88LmkKe1uass/IJ/UZOpKxYkaeSWro0X6E6eXK/dLfUnn8+\nT+21YgV84AN5BMYTTxTnhFUzpJSvaB4+PJ/kqm6bO+XMunV51Mrs2fmE87Rpzemv1CyzZuXi3dq1\neR2Pb387t8+dm4sLy5blERhXXgnvf39Lu7pZ1q7NRaCyjITpje9/H046qfv+nnvCJZfkKd8a0dmZ\nF0G/7bZcHKvaZZdcTNtyy+b0tzemTMnfNyD/Xd59dz72DB0Kd9wBhx02cH1pxNKlsOuu+f/yjjvg\n8MP7/lpdXflClTlz8veaKVPy+kAXXpiLYiVnoUSSJEka5CyUqFGly5uWLcuLnffnXOWNSgluvjlP\nwzNnTm6bODFfAQt5Wo5Fi/KC56NG5ZM91dsjR3ZfOf2HP+RRE5dfPrhOojXb2WfndT3OPBPOO6/V\nvWmuBQvySKm1a9dv32efXDA5+ug83VijLrggn3zeZpv8N9qGC/CqBKZNy9MqAlx2WV6wOiU45pj8\nGXr99bDbbq3to3p27bV55MVDD+WY3X1396Lvt96aRyOMH5+3agz/+Ed4/HE48sh8PyV47WtzAXzE\niPzYd7wjF3dbccy/7rq8Nkp1XZmDDsrH6HHjBr4vvfHCC93Tue27L9x//+aPTLz6avjkJ3MsOjpy\nvB5+eFBcoGChRJIkSRrkLJSoUeZNTbRuXT6pcMEFeeRDdVqKU06B73xnw8977LGBWW9lMKmeSBuM\nJ/xXrswjlGbOzNvs2d3z5E+YkK/mhbw+wNSp+QRi7bbDDuufxJo3L18V3NkJV12VT3pJRXXeeXkt\nkqFD4c9/zusf1U9Pp+J67rl8/DviiO7PoU9/OhcYqqrrgDz5ZC7eLlkCw4bltunT88n+8ePzxQSt\n9tOf5hGexx2Xp53qjwXrm+U974Fbbsm3p0/PIy831+rVufh1wAH5OLR0aV4XZRCwUCJJkiQNchZK\n1Cjzpn7Q1bX+yZRzz81XQq9c2b11dnbvf/JJGDt24PupcnjmGbjzzlw0+dCH8glEyNPTvPOdPT9n\nm23gm9/Mazk8+GC+InvMmDy9UbPXPpGaKaW8MPYhh3Sv2aRy++1v86iSX/8a7r23e8RcRwccemge\njTIYi94D7eGH4S1vyaNy7r+/u/ikHlkokSRJkgY5CyVqlHlTi3R15WLJypX5BLZTbalR99+f1+9Z\nvLh7W7IEXnop77/mGjj++Hx7zRp49tnNX2RZkjZHZ2de26urCw4+OI8UUvMsX55H8vj/ukkWSiRJ\nkqRBzkKJGmXeJA0iXV25ILJkSZ6Ga7vtWt0jSZIKp685k+N0JEmSJEmSim7IkDxCaZDMIS9JUpEU\neJUaSZIkSZIkSZKk/tXnQklEdDSzI5IkSZIkSZIkSQOtoUJJROwYESdExI3A4rp9x0dEqtt+t5HX\n2ici7oqIVRExNyI+0sd/gyRJkiRJkiRJUp80ukbJL4BXA4uAUT3sXwi8reb+iz29SESMBv4HuAM4\nGTgSuC4i/ppS2mBxRZIkSZIkSZIkqZkaLZQcmVJaEBHHA2/uYf+6lNJfe/E6x5FHs5yYUloDPBQR\n7wY+A1gokSRJkiRJkiRJA6KhQklKaUGTfu+hwJ2VIknVr4BjNvSEiBgBjKhp2qpJfZEkSZIkSZIk\nSW2qz4u5b8BrI6IzIh6LiIsrU2z1ZHfg8bq2BcDYjbz2F4HlNduTm91bSZIkSZIkSZLU1ppZKLkN\n2A84BJgMfBiYtoHHbgl01rV1Ah0bef3zgdE1286b01lJkiRJkiRJkqRG1yjZoJTS08DTlbt/iIhl\nwI8iYqeU0qK6h68Gtqhr6+CVxZPa119deR4AEbH5nZYkSZKkgouc/JwFnES+aOx24FMppWda2jFJ\nkiRpkGj21Fu1Hqz83KmHfQuBXeradgHm9mN/JEmSJKmMTgdOIRdKDgf2Aq5raY8kSZKkQaQ/CyUH\nAF3AX3rY9xvgsIgYWtP2dmBmP/ZHkiRJkkolIoaQCyXnpJRuTindDXwOeFdE7Nba3kmSJEmDQ0OF\nkogYGxGvB3ao3H99ZRsZEV+JiGMj4k0RcRxwEfDdlNLyymOvj4jPVV7qSmBr4LKI2CciJgLjgEub\n9Q+TJEmSpEFgHDCGvCZk1SzyRWlvbkWHJEmSpMGm0TVKpgHja+5XR4scCqwhFzq2AeaRCyXfrnns\nXsASgJTSooh4D3AZ8AngT8C7UkrzG+wPzz//fKNPkSRJkkrJ775taffKz8erDSmlVRHxN2Bs/YMj\nYgQwoqZpK/BvR5IkSe2hr997I6XU5K4MjIgYCzzZ6n5IkiRJLbBzSmlhqzuh/hcRHwWuTSkNrWuf\nC1ydUvp6Xfsk4KsD10NJkiSpkBrKmRodUVIki4CdgRda9Pu3IhdqWtkHNcaYlYvxKh9jVj7GrFyM\nV/n0V8y2In8XVntYDQyJiGEppXU17R1AZw+PPx+4sK5tW+DZfurfpvjZVS7Gq3yMWfkYs3IxXuVj\nzMqlMDlTaQslKQ+FadlVdBFRvflCSslx7CVgzMrFeJWPMSsfY1Yuxqt8+jFmxr+9VHOenclTHFen\n19oemFv/4JTSanJxpVbL/mb87CoX41U+xqx8jFm5GK/yMWblUqScqaHF3CVJkiRJA+oBYBVweE1b\ndd3Iuwa+O5IkSdLgU9oRJZIkSZI02FUWbv8ecHZELABWABcDU1JKrZpOS5IkSRpULJT03Wrga7xy\nWLuKy5iVi/EqH2NWPsasXIxX+RgzNcuXgJHADcBLwFTg9Jb2qPd8H5SL8SofY1Y+xqxcjFf5GLNy\nKUy8Ii/1IUmSJEmSJEmS1H5co0SSJEmSJEmSJLUtCyWSJEmSJEmSJKltWSiRJEmSJEmSJElty0KJ\nBrWI6Gh1HyRJkiSpqMyZJEmSLJT0SWRfjYhFEbEyIn4SEWNa3S9lEbFjRJwQETcCi3vY/5mIeDwi\nVkXEryJi9xZ0UzUiYs+IuD4inoiI5RFxW0S8oWb/MRHxaES8GBH3RsT+reyvICI+EBEPRkRnRCyI\niK9ERNTs931WUBFxaUSkiPhITZvxKpCImFSJUe02vWa/8SqgiNg+Iq6NiKWV2PysZp8xU9sxZyo2\nc6ZyMm8qF3Om8jJnKgfzpnIqct5koaRvTgdOAU4CDgf2Aq5raY9U6xfAl4DtgFG1OyLi/cBFwFnA\nvwLDgRsjwvdCa30LeBx4H/DvwKuBmyNiWEQcBEwHrgAOBJ4Afh4RW7aqswLg74HzgTcD5wKTyJ+J\nvs8KLCIOJL/HatuMVzH9HnhDzXYqGK+iioitgLuAHYGjyJ+N0yr7jJnalTlTsZkzlZN5U7mYM5WQ\nOVPpmDeVSNHzpkgpDdTvGhQqwVkMnJtSurjS9k7g58DuKaXHW9k/QUTsmlJaEBHHA1ellIbV7HsA\nuCuldFrl/l7AI8BhKaU7W9JhERE7pJSW1Nz/F+AeYB/gHGBISul9lX1bA08Dn0kpXdOK/uqVIuJW\nYHVK6WjfZ8UUEcOB+4FvAlOBj6aUphqv4omIScDbUkpv62Gf8SqgiDgXOAZ4U0ppTd0+Y6a2Y85U\nfOZM5WTeVG7mTMVnzlQu5k3lU/S8ySpa48YBY4DbatpmAV3kKphaLKW0oKf2yhfFfamJXUrpUeAp\njF1L1X7Zr1hZ+TkEOJT1Y7YMeABjVjRDgKW+zwrtTOCplNK0aoPxKhfjVWjHA5f28GXfmKldmTMV\nnDlTOZk3lZ45U/GZMw0CxqzQjqfAedOwTT9Edapzo718FVRKaVVE/A0Y25ouqZd2q/ysv4JtAcau\naI4iDxVfBGyNMSusiBgFfJB84BqP77NCiog3Ap8D/rlul/EqrrdGxEpgHnAD8A2MVyFFxK7ATsAL\nETGLfIL4EWAC8FLlYcZM7cacqbw81pSLeVMJmDOVgzlTaZk3lUQZ8iZHlDRuS6ArpbS6rr0T6GhB\nf9R71blZO+vajV2BRMQ48nzJE4BXVZqNWQFFxIvACvIckienlB7C91nhREQA3we+kVKaW7fbeBXT\nNeSracYDV5Pn+b8A41VUO1Z+fh64HHg3sAy4nTx3PBgztR9zpvLyWFMS5k3lYM5UDuZMpWXeVC6F\nz5scUdK41cCQiBiWUlpX097BK4OpYqkmalvUtRu7goiInclzV1+WUvrviNihssuYFdM/AaPJV9xc\nEhF7Az+r7DNmxXEi+UvHhT3s83OxgFJK84H5lbv3RcRQ4GvADyttxqtYqt+nL0gpzQCIiI8BS8hJ\nGxgztR9zpvLyu0EJmDeVijlTsZFJ4AAABc5JREFUOZgzlZB5U+kUPm9yREnjFlZ+7lxtiIgRwPZA\nfdVZxVKN3S517btg7FouIv4OmFnZzqw0P0P+UmLMCiilNCeldE9K6XLylRtn4PusiE4H/gFYFhEr\nImJFpf0qckIAxqvoHiR/QVxcuW+8iqU6X/xfqw0ppecq7VFpMmZqN+ZM5eV3uYIzbyoXc6bSMGca\nHMybiq3weZOFksY9AKwCDq9pq1a97hr47qi3UkoLyXMWvhy7iNiTnMDNbFG3BETEGHIM7gU+kVJK\nACmlLuB/WT9mo4H9MWZFs458YFuO77Oi+Tdgb/LVbNUN4MuVbR7Gq+gOAJZWrpiah/Eqmv8jf7l/\neZHBynFtB2A2xkztyZyppMyZis28qfTMmYrLnGlwMG8qtsLnTU691aDKIoTfA86OiAXkuSYvBqak\nlJ5tbe8EEBFjgZHkNxoR8frKroXkYZTnR8Rs8gJBFwG3pJQebkVf9fIX+DuAZ4FzgN3z9KBA/pC8\nCPhJRNwF/A44C3iMPNRcLRARrwYuA6YCTwH/CHwLuD6ltCIifJ8VSOVL4noq77HFKaUlxqt4ImIy\nMIu8OOt44Ivkzz7wOFY4KaWuyvtoYkQsIl/x9HW6j1W7YszUZsyZis+cqXzMm8rFnKlczJnKybyp\nXMqQN1ko6Zsvkb9U3gC8RD7wnd7SHqnWNLqvWAP4S+XnoeQvKtsD3yUPx7sROHlAe6d6+1Y2gDl1\n+3ZLKd0UEaeSD3bbAL8C3p1SemkA+6j1vQgMJ8/7OZo8J+h3yIumge+zsjFexTOcvDDhKPKw5AnA\nlZV9xquYvkVeSPcS8vzWd5KPVWsjwpipXZkzFZs5U/mYN5WLOdPgYryKybypfAqdN0VlpKYkSZIk\nSZIkSVLbcY0SSZIkSZIkSZLUtiyUSJIkSZIkSZKktmWhRJIkSZIkSZIktS0LJZIkSZIkSZIkqW1Z\nKJEkSZIkSZIkSW3LQokkSZIkSZIkSWpbFkokSZIkSZIkSVLbslAiSZIkSZIkSZLaloUSSZIkSZIk\nSZLUtiyUSJIkSZIkSU0QEe+LiN/U3H9TREyOiGhlvyRJGzes1R2QJEmSJEmSiiwixgHn1zX/IKX0\n00089SXg08CoiPhPYC0wdAOPnZ9Set1mdVSS1CeOKJEkSZIkSZI2bjtgHDClsnUAe2zqSSmlPwEn\nAPuRCySjgJE9bPv3S68lSb3iiBJJkiRJkiRp015IKd0CEBH/AbwuIlJPD6y03wk8mlL6r4i4NaW0\nDli3gcev6a9OS5I2zRElkiRJkiRJUuPmAcPrtmOA31Zufx04pPLYbSNiXQ/bD1rQb0lSHQslkiRJ\nkiRJUt+MAN6YUlpXGTHSBVB7uyKAeSmlYdUN+AgbXq9EkjSALJRIkiRJkiRJm7Z3dSQI8LFK29HA\njIjwHJsklZgf4pIkSZIkSdKm/almNMgPK20/ArYGju3F83ePiBerW81rSJJazEKJJEmSJEmS1Acp\npTXAFcAZvXj43JRSR3Wje1SKJKnFhrW6A5IkSZIkSVKJXQnc1+pOSJL6zkKJJEmSJEmS1AsRUT2X\nFtW2lNIiYFEvnr5HZX2TWtc1q2+SpL5z6i1JkiRJkiRp0/YG1la2RqfNWgFcUF3jpGb7ZNN7KUlq\nmCNKJEmSJEmSpI3rAh5IKe0PEBFfBZ6u3N4OeBXQCRwMLKt/ckrpGeDztW0RMRLYClgJHEQupkiS\nWsBCiSRJkiRJkrQRKaW7gP1r7n+tZvfhwDTyzC3PAh/u5cvuA/y+cvs5YMLm91SS1BeRUmp1HyRJ\nkiRJkqRSi4ghKaWugXqeJKl5LJRIkiRJkiRJkqS25WLukiRJkiRJkiSpbVkokSRJkiRJkiRJbctC\niSRJkiRJkiRJalsWSiRJkiRJkiRJUtuyUCJJkiRJkiRJktqWhRJJkiRJkiRJktS2LJRIkiRJkiRJ\nkqS2ZaFEkiRJkiRJkiS1LQslkiRJkiRJkiSpbf0/4x2uUXhTRysAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x111c9b630>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 某城市一小时内的温度变化情况\n",
    "# plt.figure(figsize=(20, 8), dpi=100)\n",
    "# axes列表\n",
    "fig, axes = plt.subplots(nrows=1, ncols=2, figsize=(20,8), dpi=100)\n",
    "\n",
    "# 准备温度数据\n",
    "x = list(range(0, 60))\n",
    "y = [random.uniform(15, 18) for i in range(0, 60)]\n",
    "\n",
    "# 准备北京的温度\n",
    "y_beijing = [random.uniform(1, 3) for i in range(0, 60)]\n",
    "\n",
    "# 画折线图\n",
    "# 添加线条注释，还需要增加显示\n",
    "axes[0].plot(x, y, label=\"上海\")\n",
    "axes[1].plot(x, y_beijing, color='r', linestyle='--', label=\"北京\")\n",
    "\n",
    "x_name = [\"11点{}分\".format(i) for i in range(0, 60)]\n",
    "\n",
    "# 图的名字，标签，美化过程，在show之前使用\n",
    "# 美化刻度值时候，必须使用数值类型的数字\n",
    "plt.xticks(x[::5], x_name[::5])\n",
    "plt.yticks(list(range(0, 45))[::5])\n",
    "\n",
    "# 美化标题，横坐标描述，纵坐标描述\n",
    "# 增加折线注释\n",
    "plt.legend(loc=\"best\")\n",
    "plt.xlabel(\"时间\")\n",
    "plt.ylabel(\"温度\")\n",
    "plt.title(\"某周11点0分到11点59分的不同地区温度变化情况\")\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 柱状图"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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QzyPGsnOPBrakgnWnAP+Sma/pLHca9Sxy2iLedS2DMvMe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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x10dc7c048>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 画条形图显示电影票房对比\n",
    "plt.figure(figsize=(20, 8), dpi=100)\n",
    "\n",
    "# 准备好数据， 电影名称，电影票房\n",
    "movie_name = ['雷神3：诸神黄昏','正义联盟','东方快车谋杀案','寻梦环游记','全球风暴','降魔传','追捕','七十七天','密战','狂兽','其它']\n",
    "y = [73853,57767,22354,15969,14839,8725,8716,8318,7916,6764,52222]\n",
    "# 显示x坐标必须是数字\n",
    "x = range(len(movie_name))\n",
    "\n",
    "# 通过bar去显示条形图\n",
    "plt.bar(x, y, width=0.2, color=['b','r','g','y','c','m','y','k','c','g','g'])\n",
    "\n",
    "#美化X坐标显示\n",
    "plt.xticks(x, movie_name)\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 2000x800 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 画条形图显示电影票房对比\n",
    "plt.figure(figsize=(20, 8), dpi=100)\n",
    "\n",
    "# 准备数据\n",
    "movie_name = ['雷神3：诸神黄昏','正义联盟','寻梦环游记']\n",
    "first_day = [10587.6,10062.5,1275.7]\n",
    "first_weekend=[36224.9,34479.6,11830]\n",
    "x = range(len(movie_name))\n",
    "\n",
    "\n",
    "# 显示三部电影第一天的票房\n",
    "plt.bar(x, first_day, width=0.2, label=\"首日票房\")\n",
    "plt.bar([i+0.2 for i in x], first_weekend, width=0.2, label=\"首周票房\")\n",
    "\n",
    "plt.legend(loc=\"best\")\n",
    "\n",
    "# 修改刻度的位置和值\n",
    "plt.xticks([i+0.1 for i in x], movie_name)\n",
    "plt.title(\"每日每周票房对比\")\n",
    "\n",
    "# 显示\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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PzJ6YPbFsPZCvyZ5Yth5Nl5MpM2gwGHDkyJE0N0SyJ5atB/I12ROzJ2ZPLFsP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\nT5Pfe61W6wWXLDZ5PK30rHQ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f8H4BvA75ZSvreU8g+BHwE+9HxWWJIkSZIkSZIkaSM2emUKwHuAPwL+PfDHwJ8APwss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\nlVLetnLz3wBuKKW8t5RyDfCbK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C3DHwQOUz+fTdlabYQZHsbnJOCmyv6F0/5t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\nMcYYY0wN/w8FMPobWrWhRgAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x10dd467b8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 显示电影的时长分布\n",
    "plt.figure(figsize=(20, 8), dpi=100)\n",
    "\n",
    "# 准备好电影时长的数据\n",
    "time =[131,  98, 125, 131, 124, 139, 131, 117, 128, 108, 135, 138, 131, 102, 107, 114, 119, 128, 121, 142, 127, 130, 124, 101, 110, 116, 117, 110, 128, 128, 115,  99, 136, 126, 134,  95, 138, 117, 111,78, 132, 124, 113, 150, 110, 117,  86,  95, 144, 105, 126, 130,126, 130, 126, 116, 123, 106, 112, 138, 123,  86, 101,  99, 136,123, 117, 119, 105, 137, 123, 128, 125, 104, 109, 134, 125, 127,105, 120, 107, 129, 116, 108, 132, 103, 136, 118, 102, 120, 114,105, 115, 132, 145, 119, 121, 112, 139, 125, 138, 109, 132, 134,156, 106, 117, 127, 144, 139, 139, 119, 140,  83, 110, 102,123,107, 143, 115, 136, 118, 139, 123, 112, 118, 125, 109, 119, 133,112, 114, 122, 109, 106, 123, 116, 131, 127, 115, 118, 112, 135,115, 146, 137, 116, 103, 144,  83, 123, 111, 110, 111, 100, 154,136, 100, 118, 119, 133, 134, 106, 129, 126, 110, 111, 109, 141,120, 117, 106, 149, 122, 122, 110, 118, 127, 121, 114, 125, 126,114, 140, 103, 130, 141, 117, 106, 114, 121, 114, 133, 137,  92,121, 112, 146,  97, 137, 105,  98, 117, 112,  81,  97, 139, 113,134, 106, 144, 110, 137, 137, 111, 104, 117, 100, 111, 101, 110,105, 129, 137, 112, 120, 113, 133, 112,  83,  94, 146, 133, 101,131, 116, 111,  84, 137, 115, 122, 106, 144, 109, 123, 116, 111,111, 133, 150]\n",
    "# 设置分钟组距，这里设置成2分钟\n",
    "a = 2\n",
    "\n",
    "# 得出组数\n",
    "bins = int((max(time) - min(time)) / 2)\n",
    "\n",
    "# 显示直方图\n",
    "plt.hist(time, bins, normed=1)\n",
    "# 显示图的结果\n",
    "plt.xticks(list(range(min(time), max(time)))[::2])\n",
    "plt.grid(True, linestyle='--')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 饼状图"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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Ql5en8fT0NMbExBy98847m7Zr1+5i165dL06YMCHkjjvuyLUmKOLj413at2/f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OcTWHo0xWUw1PxspkdR1BkkJYTpUQeQJEmJySKFJEmK1/ioAzRLARnr2zH5a2cxOfNGCkZdycJH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\nAABMQkgBAAAAAABM4i5yDyFkAvfFGAAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1113d76a0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 画出每部电影排片占比\n",
    "plt.figure(figsize=(20, 8), dpi=100)\n",
    "\n",
    "# 准备数据\n",
    "movie_name = ['雷神3：诸神黄昏','正义联盟','东方快车谋杀案','寻梦环游记','全球风暴','降魔传','追捕','七十七天','密战','狂兽','其它']\n",
    "\n",
    "place_count = [60605,54546,45819,28243,13270,9945,7679,6799,6101,4621,20105]\n",
    "\n",
    "# 画图显示\n",
    "plt.pie(place_count, labels=movie_name, autopct=\"%3.2f%%\", colors=['b','r','g','y','c','m','y','k','c','g','g'])\n",
    "\n",
    "# 美化工作\n",
    "plt.axis('equal')\n",
    "# 添加图示\n",
    "plt.legend(loc=\"best\")\n",
    "\n",
    "plt.title(\"某日电影的排片占比\")\n",
    "\n",
    "plt.show()"
   ]
  },
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   "execution_count": null,
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   },
   "outputs": [],
   "source": []
  }
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